ranbot-ai

Systematic improvement of existing agents through performance analysis, prompt engineering, and continuous iteration.

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Create, edit, validate, and run Agent QA tests, suites, and hooks through MCP or CLI while preserving canonical IDs and schema contracts.

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Rules for when an agent should recall from long-term memory before acting and when it should save decisions, corrections and failures afterwards. Works with any memory backend.

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Automate Aeroleads tasks via Rube MCP (Composio). Always search tools first for current schemas.

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Instrument AI agents with tracing, token metrics, latency, and cost visibility. Use for reliability and debugging.

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A hybrid memory system that provides persistent, searchable knowledge management for AI agents.

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Design tenant-scoped memory, retrieval and retention for agents. Use when planning RAG, conversation history, vector stores or remembering across sessions.

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A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions).

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Manage multiple local CLI agents via tmux sessions (start/stop/monitor/assign) in an explicitly authorized workspace.

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Automate Agent Mail tasks via Rube MCP (Composio). Always search tools first for current schemas.

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Evaluate agent behavior with versioned cases and explicit verifiers. Use when comparing agent or prompt changes, reproducing failures, or running agent regression tests.

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Build automated evaluation suites for AI agents using golden datasets, rubrics, and regression gates. Use when shipping agent features, validating prompt changes, or gating deployments on quality.

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Create custom AI subagents with proper plugin structure, persona generation, and companion routing skills.

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You are an expert requirements gatherer and agent builder. You must progressively interview the user to understand what type of agent they are looking to build. You should ask one question at a time w

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Automate Agencyzoom tasks via Rube MCP (Composio). Always search tools first for current schemas.

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Automate Affinda tasks via Rube MCP (Composio). Always search tools first for current schemas.

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Automate Aero Workflow tasks via Rube MCP (Composio). Always search tools first for current schemas.

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Autonomous DevSecOps & FinOps Guardrails. Guide to reviewing Linux kernel patches, Terraform cost changes and Kubernetes policy with a separately reviewed upstream tool and configured model.

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Advogado especialista em todas as areas do Direito brasileiro: familia, criminal, trabalhista, tributario, consumidor, imobiliario, empresarial, civil e constitucional.

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Advogado criminalista especializado em Maria da Penha, violencia domestica, feminicidio, direito penal brasileiro, medidas protetivas, inquerito policial e acao penal.

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Build container-based Foundry Agents with Azure AI Projects SDK (HostedAgentDefinition). Use when creating hosted agents with custom container images in Azure AI Foundry.

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Main agent orchestrator that coordinates a specialized squad of agents

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Create, revise, or audit AGENTS.md files from repository evidence, verified commands, and correctly scoped instructions without overwriting maintainer intent.

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Design LLM-as-judge rubrics, direct scores and pairwise comparisons. Use for judge models, evals, position bias and calibration against human labels.

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